Rotor Bar Fault Diagnosis in Indirect Field-Oriented Control-Fed Induction Motor Drive Using Hilbert Transform, Discrete Wavelet Transform, and Energy Eigenvalue Computation

被引:6
|
作者
Ramu, Senthil Kumar [1 ]
Vairavasundaram, Indragandhi [2 ]
Aljafari, Belqasem [3 ]
Kareri, Tareq [3 ]
机构
[1] Vellore Inst Technol, Sch Elect Engn, Chennai 600127, Tamil Nadu, India
[2] Vellore Inst Technol, Sch Elect Engn, Vellore 632014, Tamil Nadu, India
[3] Najran Univ, Coll Engn, Dept Elect Engn, Najran 11001, Saudi Arabia
关键词
discrete wavelet transform; Hilbert transform; indirect field-oriented control; energy eigenvalue; DIRECT TORQUE CONTROL; BROKEN-BARS; FAST FOURIER; MACHINE; DECOMPOSITION; SIMULATION; SIGNATURE; DWT;
D O I
10.3390/machines11070711
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The most powerful technology in the condition-based maintenance (CBM) framework for rotating machinery is fault detection (FD) and fault diagnosis (FDS). This paper investigates the broken rotor bar (BRB) FDS utilizing Hilbert transform (HT), discrete wavelet transform (DWT), and energy eigenvalue (EEV) computation with the induction motor (IM) drive handled by the indirect field orientation control (IFOC). The stator current spectrum, which the HT collects, is utilized to determine BRB degradation. The DWT decomposes the signal while the fast Fourier transform (FFT) recovers the signal's frequency and amplitude factors. The EEV of the motor current in the signal determines the degree of the malfunction and provides a better method for recognizing errors. The DWT is used to overcome the Fourier analysis's drawbacks and is primarily dedicated to non-stationary signals. While DWT is used, the malfunctioning BRB's stator current signal is restrained from its original amplitude. The results demonstrate that the proposed method can identify and diagnose faults in an IM drive even under different loads.
引用
收藏
页数:26
相关论文
共 36 条
  • [1] Discrete wavelet transform and energy eigen value for rotor bars fault detection in variable speed field-oriented control of induction motor drive
    Ameid, Tarek
    Menacer, Arezki
    Talhaoui, Hicham
    Azzoug, Youness
    ISA TRANSACTIONS, 2018, 79 : 217 - 231
  • [2] Broken Rotor Bar Fault Diagnosis of a Three-phase Induction Motor using Discrete Wavelet Transform
    Singh, Megha
    Shaik, Abdul Gafoor
    2019 IEEE PES GTD GRAND INTERNATIONAL CONFERENCE AND EXPOSITION ASIA (GTD ASIA), 2019, : 13 - 17
  • [3] Broken rotor bar fault diagnosis using fast Fourier transform applied to field-oriented control induction machine: simulation and experimental study
    Tarek Ameid
    Arezki Menacer
    Hicham Talhaoui
    Imadeddine Harzelli
    The International Journal of Advanced Manufacturing Technology, 2017, 92 : 917 - 928
  • [4] Broken rotor bar fault diagnosis using fast Fourier transform applied to field-oriented control induction machine: simulation and experimental study
    Ameid, Tarek
    Menacer, Arezki
    Talhaoui, Hicham
    Harzelli, Imadeddine
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2017, 92 (1-4): : 917 - 928
  • [5] Backstepping wavelet neural network control for indirect field-oriented induction motor drive
    Wai, RJ
    Chang, HH
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2004, 15 (02): : 367 - 382
  • [6] Broken rotor bar fault detection using DWT and energy eigenvalue for DTC fed induction motor drive
    Senthil Kumar, R.
    Gerald Christopher Raj, I.
    INTERNATIONAL JOURNAL OF ELECTRONICS, 2021, 108 (08) : 1401 - 1425
  • [7] Broken rotor bar fault detection using Hilbert transform and neural networks applied to direct torque control of induction motor drive
    Ramu, Senthil Kumar
    Irudayaraj, Gerald Christopher Raj
    Subramani, Saravanan
    Subramaniam, Umashankar
    IET POWER ELECTRONICS, 2020, 13 (15) : 3328 - 3338
  • [8] Multi-class fault diagnosis of induction motor using Hilbert and Wavelet Transform
    Konar, Pratyay
    Chattopadhyay, Paramita
    APPLIED SOFT COMPUTING, 2015, 30 : 341 - 352
  • [9] Wavelet Transform with Fuzzy Tuning Based Indirect Field Oriented Speed Control of Three-Phase Induction Motor Drive
    Sanjeevikumar, P.
    Daya, J. L. Febin
    Wheeler, Patrick
    Blaabjerg, Frede
    Fedak, Viliam
    Ojo, Joseph Olorunfemi
    2015 INTERNATIONAL CONFERENCE ON ELECTRICAL DRIVES AND POWER ELECTRONICS (EDPE), 2015, : 111 - 116
  • [10] Sensorless field-oriented control for double-inverter-fed wound-rotor induction motor drive
    Poddar, G
    Ranganathan, VT
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2004, 51 (05) : 1089 - 1096